{"id":"W2593691461","doi":"10.1139/cjp-2016-0604","title":"Solving core issues of early physics education in Pakistan","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Physics","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dilemma; Brainstorming; Physics; Physics education; Government (linguistics); Face (sociological concept); Engineering ethics; Management science; Epistemology; Social science; Sociology; Quantum mechanics; Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003675596,0.00004787654,0.0001074435,0.0000663126,0.0003219776,0.0001027866,0.0002941267,0.00003997762,0.0000319982],"category_scores_gemma":[0.0001646537,0.00005283484,0.00003991578,0.0001344998,0.0002289533,0.0006170393,0.000003201519,0.0001369222,0.000003358613],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001928945,"about_ca_system_score_gemma":0.00681885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07186497,"about_ca_topic_score_gemma":0.07363324,"domain_scores_codex":[0.9993863,0.00003069358,0.0002093346,0.0000519284,0.0001747462,0.0001470067],"domain_scores_gemma":[0.9987335,0.00002966706,0.000445907,0.0001222471,0.0005328635,0.0001358777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000003689203,0.00004580028,0.2819551,0.0000153512,0.00001068532,0.000001595018,0.03955417,0.00001286966,0.0002324662,0.6196802,0.002748381,0.05573966],"study_design_scores_gemma":[0.0003192472,0.0001042501,0.6119023,0.000500343,0.00002460504,0.000001324596,0.04517287,0.00001479217,0.001174945,0.3120281,0.02849967,0.0002575354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791313,0.000190327,0.00008625547,0.003563433,0.0009750237,0.00006526159,0.000005115058,0.00000144453,0.01598185],"genre_scores_gemma":[0.9976411,0.00001548459,0.0003243395,0.00009643476,0.001385819,5.967354e-7,0.000002204719,0.000005593793,0.0005284377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3299472,"threshold_uncertainty_score":0.9988115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0828297247997216,"score_gpt":0.4015354231097296,"score_spread":0.3187056983100079,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}